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Add finance bias evaluator#113

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Tibo2403 wants to merge 11 commits into
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finance-bias-evaluator
Closed

Add finance bias evaluator#113
Tibo2403 wants to merge 11 commits into
mainfrom
finance-bias-evaluator

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@Tibo2403

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Summary

  • Add a deterministic Python evaluator for finance security and algorithmic-bias review prompts.
  • Enforce the requested strict JSON schema: statut, confiance, justification_technique.
  • Detect risky patterns such as protected attributes/proxies, fully automated financial decisions, opaque systems, exposed secrets, unsupported guarantees, hallucinated helper functions, and indirect financial exclusion.
  • Add documentation with usage examples and limitations.

Validation

  • python -m py_compile /mnt/data/finance_bias_evaluator.py
  • Valid sample returns statut: 1.
  • Risky sample with age/zip code/auto-approval returns statut: 0.
  • Empty input returns statut: 0.

Note: this is a static first-pass guardrail, not a formal proof of fairness or security.

@Tibo2403 Tibo2403 closed this Jun 26, 2026
@Tibo2403 Tibo2403 deleted the finance-bias-evaluator branch June 26, 2026 16:51
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